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. 2022 Dec 20;13:1080745. doi: 10.3389/fpls.2022.1080745

Table 5.

The results of the classification models based on optimal wavelengths.

Data type Model Accuracy
Calibration set Validation set Prediction set
RF PLS-DA 80.93% 75.71% 79.00%
SVC 88.08% 80.71% 83.99%
CNN 86.53% 79.64% 84.34%
WPLS PLS-DA 78.90% 77.86% 77.22%
SVC 84.03% 80.36% 82.92%
CNN 82.84% 79.29% 83.27%
Saliency map PLS-DA 74.37% 71.89% 74.29%
SVC 84.51% 78.21% 79.36%
CNN 83.08% 77.50% 77.58%